{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "TTTT Analysis\n",
    "======\n",
    "This Notebook is simply a playground to examine the resulting histograms from the main TTTT analysis executable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook'],\n",
       "  function() {\n",
       "    IPython.CodeCell.config_defaults.highlight_modes['magic_text/x-c++src'] = {'reg':[/^%%cpp/]};\n",
       "    console.log(\"JupyROOT - %%cpp magic configured\");\n",
       "  }\n",
       ");\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.08/02\n"
     ]
    }
   ],
   "source": [
    "import ROOT\n",
    "from IPython.display import display, display_markdown\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import random\n",
    "from utils import ResultSet\n",
    "from utils import clear, show_event, show_value, show_function, normalize_columns, CANVAS, PDG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "First, we need to load the pre-processed datafiles. These will generally contain a set of histograms of various quantities calculated from data in the input MiniTrees. However, they can also contain things besides histograms. For example, C++ STL containers can be serialized to the ROOT file to save things such as counters or even \"raw\" event information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running analysis for sample:  TTZ\n",
      "Writing log data to ../data/TTZToLLNuNu_treeProducerSusyMultilepton_tree_result.log\n",
      "Running analysis for sample:  TTW\n",
      "Writing log data to ../data/TTWToLNu_treeProducerSusyMultilepton_tree_result.log\n",
      "Running analysis for sample:  TTTT\n",
      "Writing log data to ../data/TTTT_ext_treeProducerSusyMultilepton_tree_result.log\n"
     ]
    }
   ],
   "source": [
    "rs_TTZ = ResultSet(\"TTZ\", \"../data/TTZToLLNuNu_treeProducerSusyMultilepton_tree.root\")\n",
    "rs_TTW = ResultSet(\"TTW\", \"../data/TTWToLNu_treeProducerSusyMultilepton_tree.root\")\n",
    "rs_TTTT = ResultSet(\"TTTT\", \"../data/TTTT_ext_treeProducerSusyMultilepton_tree.root\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cubz44otMmTKFmTNnZv24bdu2FX8guHttugPKIiK7Kt/ffv3EE09QWlq60+mngwcP5qKL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\nAAoEEREJ/j/3ovQunspcTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0a640349b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_Jet_eta_phi(dataset, event_number = None):\n",
    "    import matplotlib.pyplot as plt\n",
    "    %matplotlib inline\n",
    "    if event_number is None:\n",
    "        event_number = random.randint(0,len(dataset.Jet_pt)-1)\n",
    "    phis = list(dataset.Jet_phi[event_number])\n",
    "    etas = list(dataset.Jet_eta[event_number])\n",
    "    mc_phis = list(dataset.GenPart_phi[event_number])\n",
    "    mc_etas = list(dataset.GenPart_eta[event_number])\n",
    "    mc_ids = list(dataset.GenPart_pdgId[event_number])\n",
    "    \n",
    "    mc_phis,mc_etas = zip(*[(phi, eta) for phi, eta, pdgid in zip(mc_phis,mc_etas,mc_ids) if abs(pdgid) in {1,2,3,4,5,21}]) \n",
    "    \n",
    "    plt.plot(phis,etas, 'r.', label='Jets')\n",
    "    plt.plot(mc_phis,mc_etas, 'b.', label='GenPart')\n",
    "    plt.xlim(-3.14159, 3.14159)\n",
    "    plt.ylim(-5,5)\n",
    "    plt.xlabel('Phi')\n",
    "    plt.ylabel('Eta')\n",
    "    plt.title(\"Jet/GenPart distribution for event {}\".format(event_number))\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "plot_Jet_eta_phi(rs_TTZ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mAwXAjt1wAxWgA39RWNf5nohCcvNpGGMInp8wAZkBAgpQAwzpDR9QA/oJbM5poDISn5SS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\nKZYOEAgAOw==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "*t_mass*\n",
       "-----\n",
       "```cpp\n",
       "([](const std::tuple<Jet, Jet> &w, const Jet &b) {\n",
       "  return (std::get<0>(w).v + std::get<1>(w).v + b.v).M();\n",
       "})\n",
       "\n",
       "```\n",
       "\n",
       "---\n",
       "*dup_filter*\n",
       "-----\n",
       "```cpp\n",
       "([](const std::tuple<Jet, Jet> &w, const Jet &b) {\n",
       "  int j0 = b.idx;\n",
       "  int j1 = std::get<0>(w).idx;\n",
       "  int j2 = std::get<1>(w).idx;\n",
       "  return (j0 != j1) && (j0 != j2) && (j1 != j2);\n",
       "})\n",
       "\n",
       "```\n",
       "\n",
       "---\n",
       "*w_mass_filter*\n",
       "-----\n",
       "```cpp\n",
       "([ win_l = W_MASS - 10, win_h = W_MASS + 10 ](const Jet &j1, const Jet &j2) {\n",
       "  float inv_mass = (j1.v + j2.v).M();\n",
       "  return inv_mass > win_l && inv_mass < win_h;\n",
       "})\n",
       "\n",
       "```\n",
       "\n",
       "---\n",
       "*build_reco_jets*\n",
       "-----\n",
       "```cpp\n",
       "([](const std::vector<TLorentzVector> &vs, const std::vector<float> &b_cmvas) {\n",
       "  std::vector<Jet> jets;\n",
       "  for (int i = 0; i < vs.size(); i++) {\n",
       "    jets.push_back(Jet::reco(vs[i], i, b_cmvas[i]));\n",
       "  }\n",
       "  return jets;\n",
       "})\n",
       "\n",
       "```\n",
       "\n",
       "---\n",
       "*b_mva_filter*\n",
       "-----\n",
       "```cpp\n",
       "([cut = 0.0](const Jet &j) { return j.b_cmva > cut; })\n",
       "\n",
       "```\n",
       "\n",
       "---\n",
       "*build_reco_jets*\n",
       "-----\n",
       "```cpp\n",
       "([](const std::vector<TLorentzVector> &vs, const std::vector<float> &b_cmvas) {\n",
       "  std::vector<Jet> jets;\n",
       "  for (int i = 0; i < vs.size(); i++) {\n",
       "    jets.push_back(Jet::reco(vs[i], i, b_cmvas[i]));\n",
       "  }\n",
       "  return jets;\n",
       "})\n",
       "\n",
       "```\n",
       "\n",
       "---"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img, fns = show_value(rs_TTTT, 'reco_top_mass')\n",
    "display(img)\n",
    "display(fns)\n",
    "# display(show_value(hists_TTTT.mc_top_mass))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LEEIDQl3PIi2KBtbytBkc2c1uZfiGGuLgCVuIASM8YuOPZkCDH31BSWWQRhn4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\nG9zKNkZAAAA7\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s   |b̄  |b̄  |g   |b   |g   |c   |s̄  |g   \n",
      "0   |b   |b   |0   |b   |0   |s   |s   |0   \n",
      "0   |t̄  |t̄  |0   |t   |0   |t̄  |t   |0   \n"
     ]
    }
   ],
   "source": [
    "n = 0\n",
    "def to_str(vec):\n",
    "    return '|'.join(map(lambda s: \"{!s:<4s}\".format(PDG.get(s,s)),vec))\n",
    "print(to_str(rs_TTTT.Jet_mcFlavour[n]))\n",
    "print(to_str(rs_TTTT.Jet_mcMatchFlav[n]))\n",
    "print(to_str(rs_TTTT.Jet_mcMatchId[n]))\n",
    "show_event(rs_TTTT, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AIY3jb/nP1tUB2DuJUQDYl3yMfMyWzssX97+2AwDsU1VVIYQQwmTq7ViexlVEcUhELM93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\nRgEAAACA7vwFlZ8plFvvTdsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('dijet_inv_mass')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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J+dBp+cXCixs7fa9UFJ/yX9cQm0ZVGllDDWH9dn8h1WIUAODB5u/EAPiiG+dW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\nAEB3bIwCAAAAAN2xMQoAAAAAdOcfIpdfoaFcjO4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('reco_top_mass')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hDsJadn8h3X+LUQDYgpk5lK4vf+lGAAAAuGT/Y4wCAAAAAAxoMQoAezY55eC+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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('mc_top_mass')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w0eYupJsTp6cfl19s+3mxfGonmz59ef75obHp0fsH9mHTF1I2ffo2F6c2V2Hg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\nTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('dijet_inv_mass_ssdilepton')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5jgrTsfNhn5j0LIoilhdFEcr7vo9dQdMkaZZ0EZ2+CgAAAKeVz9m6UgDsxSOG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\ngOL8D2Tb7/4TMHAUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('dijet_inv_mass_osdilepton')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6rlPSM593oizLWJ76GBaj7ocAsF5Xzq2UCvWgB+AG2+9KPx64rcga5izBwh+d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\nAAAAAHEEowAAAABAnBtoG4IqAGHKWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear()\n",
    "ResultSet.hist_array_single('dijet_inv_mass_trilepton')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A7l5RFGnj0NCeNFxdm6ZJm5dOByohEBhlW3//+D9vHT79KD9+ALhW6kGAYHSL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\nAAAAKI7CKAAAAABQnP8D3NqjgF5aMrIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CANVAS.Clear()\n",
    "ResultSet.stack_hist_array(*zip(('jet_count_os_dilepton','Jet Multiplicity for Opposite-Sign Dilepton Events'),\n",
    "                                ('jet_count_ss_dilepton','Jet Multiplicity for Same-Sign Dilepton Events'),\n",
    "                                ('jet_count_trilepton', 'Jet Multiplicity for Trilepton Events')\n",
    "                               ),\n",
    "                           normalize_to=0,\n",
    "                           enable_fill=True,\n",
    "                           shape=(3,1),\n",
    "                          )\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0X49tAwC3pSzLwWjmhc//pjMBWK2yLAcDVkG4rU1vUNd1WJG1n23nlhi2TB81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\nAGByFEYBAAAAgMn5P4R/ULTxBjjpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CANVAS.Clear()\n",
    "ResultSet.stack_hist_array(*zip(('jet_count_os_dilepton','Jet Multiplicity for Opposite-Sign Dilepton Events'),\n",
    "                                ('jet_count_ss_dilepton','Jet Multiplicity for Same-Sign Dilepton Events'),\n",
    "                                ('jet_count_trilepton', 'Jet Multiplicity for Trilepton Events')\n",
    "                               ),\n",
    "                           normalize_to=0,\n",
    "                           enable_fill=True,\n",
    "                           shape=(3,1),\n",
    "                           draw_option='nostack',\n",
    "                          )\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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U+hhj27ZlRZiyfIw1ZQAAAHiSpdUA2BAO0k7cXBHmXmFza6LEzYNDOMoL5OeE8Mtaoj/K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\ngC15A97lt5x45r0ocskwDDk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AgNMRjAIAAAAApyMYBQAAAABORzAKAAAAAJyOYBQAAAAA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\n++0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BAAAAgNu5/ohRUwgBAAAAgJnrJ0blQAEAAACAGVPpAQAAAIDbkRgFAAAAAG5HYhQA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\nYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs_TTTT.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qsKSlEync2MW/a/Y70xKL9R0Oh/Zf2f5B4l0P6yEM3VDXfyekHGGiwulPNMuVtTrdp4dw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\nAAAkSiAEAABI1P8HaxW87sbIc+oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs_TTTT.nLepvsnJet_norm = normalize_columns(rs_TTTT.nLepvsnJet)\n",
    "rs_TTZ.nLepvsnJet_norm = normalize_columns(rs_TTZ.nLepvsnJet)\n",
    "rs_TTW.nLepvsnJet_norm = normalize_columns(rs_TTW.nLepvsnJet)\n",
    "clear()\n",
    "rs_TTZ.nLepvsnJet_norm.Draw('COLZ')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rum6xphki37ZHBwAA4E7DMMQ0OE6EW84FohNt246rqqoqiqKqqqt6opplFAAA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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs_TTTT.nLepvsnJet_norm = normalize_columns(rs_TTTT.genEle_count_v_recEle_count)\n",
    "rs_TTZ.nLepvsnJet_norm = normalize_columns(rs_TTZ.genEle_count_v_recEle_count)\n",
    "rs_TTW.nLepvsnJet_norm = normalize_columns(rs_TTW.genEle_count_v_recEle_count)\n",
    "clear()\n",
    "rs_TTTT.nLepvsnJet_norm.Draw('COLZ')\n",
    "CANVAS.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "event_number = int(random.uniform(0,100))\n",
    "TTZ_event = show_event(rs_TTZ, event_number)\n",
    "TTW_event = show_event(rs_TTW, event_number)\n",
    "TTTT_event = show_event(rs_TTTT, event_number)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "variables": {
     "TTTT_event": "<img 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+gTdCGVQTj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\ncy86H1jWgljYdI+jBBTI8TB2g00f9VEHg+FLAQfw4Uc3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gdaoZ33Nti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\nWGe2aJM7UnGP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boLjd2EHl4bziWXvj4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\ndvSjIR1pSU+a0pW29KUxnWlNb5rTnfb0p0EdalGPmtSVDggAOw==\n\"/>",
     "event_number": "87"
    }
   },
   "source": [
    "We can use the `show_event` function to look at the Generator-Level particles for the event. They are color-coded based on their pt relative to the maximum pt of a particles in the event. Darker is lower, greener/lighter is higher. The following are the particle trees for event #{{event_number}} in each dataset.\n",
    "  - TTZ Generator-Level Particles\n",
    "{{TTZ_event}}\n",
    "-----------------------------------------\n",
    "  - TTW Generator-Level Particles\n",
    "{{TTW_event}}\n",
    "-----------------------------------------\n",
    "  - TTTT Generator-Level Particles\n",
    "{{TTTT_event}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ROOT.THStack object (\"lepton_count_stack\") at 0x18a159c0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8IqMVYknWf4M5nehLzoOxl0wudje7Ys4/KWlV7ewmB2bx3rhke54zrfP5/+6W\nVgPeuZznpL7kMxUiuXmTJqi8N/aS43nOsc45yvQ85xeEALChbCbLAMArCEIAiiYIASiaIASgaIIQ\ngKIJQgCKJggBKJogBKBoghCAoglCAIomCAEomiAEoGiCEICiCUIAiiYIASiaIASgaIIQgKIJQgCK\nJggBKJogBKBoghCAoglCAIomCAEomiAEoGiCEICiCUIAiiYIASiaIASgaIIQgKL9fyEokqXkbBvF\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ResultSet.stack_hist(\"lepton_count\", title=\"Lepton Multiplicity\",\n",
    "                     enable_fill=True, normalize_to=1, make_legend=True, draw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ROOT.THStack object (\"b_jet_count_stack\") at 0x17f6b240>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QAhCaIAQgNEEIQGhbvQyT6xECcBNbDUKZB8BN6BoFILSttgiL8lw9VVPuIl76vXnOXQLA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\nQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ResultSet.stack_hist(\"b_jet_count\", title=\"B-Jet Multiplicity\",\n",
    "                     enable_fill=True, normalize_to=1, make_legend=True, draw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AQaWCiUxF/DKZzKxJGrvxAhwYoJnULMQyq4nNhNDRGyVwZDapec1vilMff0yH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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(show_value(rs_TTTT, rs_TTTT.dijet_inv_mass_osdilepton)[0])\n",
    "display(show_value(rs_TTTT, \"GenPart_pdgId_counter\")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
